budecosystem/sql-millennials-13b

Hugging Face
TEXT GENERATIONConcurrency Cost:1Model Size:13BQuant:FP8Ctx Length:4kPublished:Oct 27, 2023License:llama2Architecture:Transformer0.0K Open Weights Warm

The budecosystem/sql-millennials-13b model is a 13 billion parameter CodeLLaMa-based language model specifically fine-tuned for text-to-SQL translation tasks. Developed by budecosystem, it excels at converting natural language instructions into SQL queries. This model was trained on a curated dataset of 100k SQL query generation instructions, making it highly specialized for automated database management and data analytics processes.

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Overview

The budecosystem/sql-millennials-13b model is a 13 billion parameter language model built upon CodeLLaMa 13B, meticulously fine-tuned for text-to-SQL translation. Its primary function is to accurately convert natural language instructions into SQL queries, streamlining database interactions. The model was trained on a specialized dataset comprising 100,000 SQL query generation instructions, ensuring high precision and quality in its outputs.

Key Capabilities

  • Specialized Text-to-SQL Translation: Converts natural language requests into executable SQL queries.
  • High Accuracy: Fine-tuned on a diverse and curated dataset of 100k SQL instructions.
  • Easy Integration: Designed for straightforward integration into existing systems for on-the-fly SQL generation.

Good For

  • Automated Database Management: Enables non-technical staff in SMEs to retrieve data using natural language.
  • Accelerating Data Analytics: Allows data analysts and business professionals to generate SQL queries from natural language, speeding up insight generation.
  • Enhancing CMS Interfaces: Makes database management more accessible for content managers within Content Management Systems.
  • Optimizing Customer Support: Integrates into support systems to help agents quickly retrieve client or product information.
  • Data Journalism and Research: Facilitates database querying for journalists and researchers without requiring deep SQL knowledge.

Popular Sampler Settings

Top 3 parameter combinations used by Featherless users for this model. Click a tab to see each config.

temperature
top_p
top_k
frequency_penalty
presence_penalty
repetition_penalty
min_p